Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 8132 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 794.3 KiB |
| Average record size in memory | 100.0 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 3 |
fatality_count is highly skewed (γ1 = 62.73472417) | Skewed |
df_index has unique values | Unique |
fatality_count has 5956 (73.2%) zeros | Zeros |
admin_division_population has 946 (11.6%) zeros | Zeros |
landslide_category_code has 167 (2.1%) zeros | Zeros |
landslide_size_code has 530 (6.5%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-01 12:37:42.900557 |
|---|---|
| Analysis finished | 2020-12-01 12:37:59.840250 |
| Duration | 16.94 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 8132 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5087.675603 |
|---|---|
| Minimum | 0 |
| Maximum | 10012 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 800.55 |
| Q1 | 2688.75 |
| median | 5092.5 |
| Q3 | 7483.25 |
| 95-th percentile | 9388.45 |
| Maximum | 10012 |
| Range | 10012 |
| Interquartile range (IQR) | 4794.5 |
Descriptive statistics
| Standard deviation | 2771.544186 |
|---|---|
| Coefficient of variation (CV) | 0.5447564668 |
| Kurtosis | -1.19744858 |
| Mean | 5087.675603 |
| Median Absolute Deviation (MAD) | 2398 |
| Skewness | -0.01055601702 |
| Sum | 41372978 |
| Variance | 7681457.173 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 7497 | 1 | < 0.1% | |
| 1330 | 1 | < 0.1% | |
| 3379 | 1 | < 0.1% | |
| 9526 | 1 | < 0.1% | |
| 5432 | 1 | < 0.1% | |
| 7481 | 1 | < 0.1% | |
| 1338 | 1 | < 0.1% | |
| 9534 | 1 | < 0.1% | |
| 5440 | 1 | < 0.1% | |
| Other values (8122) | 8122 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10012 | 1 | < 0.1% | |
| 9995 | 1 | < 0.1% | |
| 9932 | 1 | < 0.1% | |
| 9910 | 1 | < 0.1% | |
| 9881 | 1 | < 0.1% |
landslide_category
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.5 KiB |
| landslide | |
|---|---|
| mudslide | |
| rock_fall | 456 |
| complex | 167 |
| debris_flow | 155 |
| Other values (8) | 150 |
| Value | Count | Frequency (%) | |
| landslide | 5616 | 69.1% | |
| mudslide | 1588 | 19.5% | |
| rock_fall | 456 | 5.6% | |
| complex | 167 | 2.1% | |
| debris_flow | 155 | 1.9% | |
| other | 65 | 0.8% | |
| unknown | 36 | 0.4% | |
| riverbank_collapse | 24 | 0.3% | |
| snow_avalanche | 7 | 0.1% | |
| translational_slide | 6 | 0.1% | |
| Other values (3) | 12 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 19 |
|---|---|
| Median length | 9 |
| Mean length | 8.795130349 |
| Min length | 5 |
landslide_trigger
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.5 KiB |
| downpour | |
|---|---|
| unknown | |
| rain | |
| continuous_rain | |
| tropical_cyclone | |
| Other values (11) |
| Value | Count | Frequency (%) | |
| downpour | 3880 | 47.7% | |
| unknown | 1486 | 18.3% | |
| rain | 1327 | 16.3% | |
| continuous_rain | 516 | 6.3% | |
| tropical_cyclone | 451 | 5.5% | |
| monsoon | 107 | 1.3% | |
| earthquake | 74 | 0.9% | |
| mining | 67 | 0.8% | |
| snowfall_snowmelt | 64 | 0.8% | |
| construction | 50 | 0.6% | |
| Other values (6) | 110 | 1.4% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 23 |
|---|---|
| Median length | 8 |
| Mean length | 8.179291687 |
| Min length | 4 |
landslide_size
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.5 KiB |
| medium | |
|---|---|
| small | |
| unknown | |
| large | |
| very_large | 69 |
| Value | Count | Frequency (%) | |
| medium | 4969 | 61.1% | |
| small | 1758 | 21.6% | |
| unknown | 806 | 9.9% | |
| large | 530 | 6.5% | |
| very_large | 69 | 0.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 5.851697 |
| Min length | 5 |
| Distinct | 99 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.551155927 |
|---|---|
| Minimum | 0 |
| Maximum | 5000 |
| Zeros | 5956 |
| Zeros (%) | 73.2% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 10 |
| Maximum | 5000 |
| Range | 5000 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 64.98300935 |
|---|---|
| Coefficient of variation (CV) | 18.29911462 |
| Kurtosis | 4499.642614 |
| Mean | 3.551155927 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.73472417 |
| Sum | 28878 |
| Variance | 4222.791504 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5956 | 73.2% | |
| 1 | 532 | 6.5% | |
| 2 | 355 | 4.4% | |
| 3 | 268 | 3.3% | |
| 4 | 165 | 2.0% | |
| 5 | 155 | 1.9% | |
| 6 | 111 | 1.4% | |
| 7 | 85 | 1.0% | |
| 8 | 52 | 0.6% | |
| 10 | 49 | 0.6% | |
| Other values (89) | 404 | 5.0% |
| Value | Count | Frequency (%) | |
| 0 | 5956 | 73.2% | |
| 1 | 532 | 6.5% | |
| 2 | 355 | 4.4% | |
| 3 | 268 | 3.3% | |
| 4 | 165 | 2.0% |
| Value | Count | Frequency (%) | |
| 5000 | 1 | < 0.1% | |
| 2100 | 1 | < 0.1% | |
| 1765 | 1 | < 0.1% | |
| 491 | 1 | < 0.1% | |
| 430 | 1 | < 0.1% |
| Distinct | 3150 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159893.2088 |
|---|---|
| Minimum | 0 |
| Maximum | 12691836 |
| Zeros | 946 |
| Zeros (%) | 11.6% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1895 |
| median | 7107.5 |
| Q3 | 32685.5 |
| 95-th percentile | 522081 |
| Maximum | 12691836 |
| Range | 12691836 |
| Interquartile range (IQR) | 30790.5 |
Descriptive statistics
| Standard deviation | 842613.5674 |
|---|---|
| Coefficient of variation (CV) | 5.269852133 |
| Kurtosis | 111.1887498 |
| Mean | 159893.2088 |
| Median Absolute Deviation (MAD) | 7107.5 |
| Skewness | 9.727766598 |
| Sum | 1300251574 |
| Variance | 7.09997624e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 946 | 11.6% | |
| 2033 | 48 | 0.6% | |
| 456456 | 46 | 0.6% | |
| 6023699 | 45 | 0.6% | |
| 1035 | 41 | 0.5% | |
| 8466 | 38 | 0.5% | |
| 2000 | 35 | 0.4% | |
| 4154 | 35 | 0.4% | |
| 92113 | 34 | 0.4% | |
| 1795 | 34 | 0.4% | |
| Other values (3140) | 6830 | 84.0% |
| Value | Count | Frequency (%) | |
| 0 | 946 | 11.6% | |
| 58 | 1 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 81 | 1 | < 0.1% | |
| 140 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12691836 | 8 | 0.1% | |
| 12294193 | 2 | < 0.1% | |
| 11624219 | 2 | < 0.1% | |
| 11071424 | 1 | < 0.1% | |
| 10358381 | 1 | < 0.1% |
gazeteer_distance
Real number (ℝ≥0)
| Distinct | 8036 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.9581559 |
|---|---|
| Minimum | 3e-05 |
| Maximum | 199.44893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 3e-05 |
|---|---|
| 5-th percentile | 0.507763 |
| Q1 | 2.3975475 |
| median | 6.351405 |
| Q3 | 15.9228125 |
| 95-th percentile | 40.987829 |
| Maximum | 199.44893 |
| Range | 199.4489 |
| Interquartile range (IQR) | 13.525265 |
Descriptive statistics
| Standard deviation | 15.54313425 |
|---|---|
| Coefficient of variation (CV) | 1.299793578 |
| Kurtosis | 21.11072739 |
| Mean | 11.9581559 |
| Median Absolute Deviation (MAD) | 4.93768 |
| Skewness | 3.475495048 |
| Sum | 97243.7238 |
| Variance | 241.5890222 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 9.75302 | 4 | < 0.1% | |
| 20.35651 | 4 | < 0.1% | |
| 2.5486 | 4 | < 0.1% | |
| 31.54629 | 3 | < 0.1% | |
| 23.18065 | 3 | < 0.1% | |
| 1.06543 | 3 | < 0.1% | |
| 6.03885 | 3 | < 0.1% | |
| 0.21657 | 3 | < 0.1% | |
| 69.96192 | 2 | < 0.1% | |
| 27.20627 | 2 | < 0.1% | |
| Other values (8026) | 8101 | 99.6% |
| Value | Count | Frequency (%) | |
| 3e-05 | 1 | < 0.1% | |
| 4e-05 | 1 | < 0.1% | |
| 0.00082 | 1 | < 0.1% | |
| 0.00178 | 1 | < 0.1% | |
| 0.00274 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 199.44893 | 1 | < 0.1% | |
| 197.80423 | 1 | < 0.1% | |
| 178.23706 | 1 | < 0.1% | |
| 176.02202 | 1 | < 0.1% | |
| 168.32098 | 1 | < 0.1% |
longitude
Real number (ℝ)
| Distinct | 7914 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1709164339 |
|---|---|
| Minimum | -170.7998 |
| Maximum | 179.4104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | -170.7998 |
|---|---|
| 5-th percentile | -123.8193 |
| Q1 | -108.037475 |
| median | 8.38765 |
| Q3 | 93.77895 |
| 95-th percentile | 125.54559 |
| Maximum | 179.4104 |
| Range | 350.2102 |
| Interquartile range (IQR) | 201.816425 |
Descriptive statistics
| Standard deviation | 100.8266457 |
|---|---|
| Coefficient of variation (CV) | 589.9177946 |
| Kurtosis | -1.681286494 |
| Mean | 0.1709164339 |
| Median Absolute Deviation (MAD) | 95.50715 |
| Skewness | -0.01377882839 |
| Sum | 1389.89244 |
| Variance | 10166.01249 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -123.8481 | 6 | 0.1% | |
| -123.8924 | 5 | 0.1% | |
| -123.5777 | 5 | 0.1% | |
| -122.6169 | 4 | < 0.1% | |
| -123.5827 | 4 | < 0.1% | |
| -122.1355 | 4 | < 0.1% | |
| -76.3302 | 4 | < 0.1% | |
| -122.8697 | 4 | < 0.1% | |
| -121.8784 | 4 | < 0.1% | |
| -122.8771 | 3 | < 0.1% | |
| Other values (7904) | 8089 | 99.5% |
| Value | Count | Frequency (%) | |
| -170.7998 | 1 | < 0.1% | |
| -170.6777 | 1 | < 0.1% | |
| -170.651 | 1 | < 0.1% | |
| -170.5825 | 1 | < 0.1% | |
| -159.5682 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 179.4104 | 1 | < 0.1% | |
| 179.3997 | 1 | < 0.1% | |
| 179.0421 | 1 | < 0.1% | |
| 178.7081 | 1 | < 0.1% | |
| 178.5358 | 1 | < 0.1% |
latitude
Real number (ℝ)
| Distinct | 7828 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.76034564 |
|---|---|
| Minimum | -46.7748 |
| Maximum | 72.6275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | -46.7748 |
|---|---|
| 5-th percentile | -18.93215 |
| Q1 | 13.7851 |
| median | 30.382 |
| Q3 | 41.882675 |
| 95-th percentile | 48.367235 |
| Maximum | 72.6275 |
| Range | 119.4023 |
| Interquartile range (IQR) | 28.097575 |
Descriptive statistics
| Standard deviation | 20.58012598 |
|---|---|
| Coefficient of variation (CV) | 0.7989072144 |
| Kurtosis | 1.003384276 |
| Mean | 25.76034564 |
| Median Absolute Deviation (MAD) | 13.43385 |
| Skewness | -1.099977958 |
| Sum | 209483.1307 |
| Variance | 423.5415852 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 45.5635 | 9 | 0.1% | |
| 44.158 | 6 | 0.1% | |
| 45.5598 | 5 | 0.1% | |
| 43.3047 | 5 | 0.1% | |
| 44.1165 | 4 | < 0.1% | |
| 46.1185 | 4 | < 0.1% | |
| 44.3998 | 4 | < 0.1% | |
| 43.0266 | 4 | < 0.1% | |
| 45.5317 | 4 | < 0.1% | |
| 42.6798 | 3 | < 0.1% | |
| Other values (7818) | 8084 | 99.4% |
| Value | Count | Frequency (%) | |
| -46.7748 | 1 | < 0.1% | |
| -45.9034 | 1 | < 0.1% | |
| -45.8767 | 1 | < 0.1% | |
| -45.8727 | 1 | < 0.1% | |
| -45.8618 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 72.6275 | 1 | < 0.1% | |
| 65.9794 | 1 | < 0.1% | |
| 65.0216 | 1 | < 0.1% | |
| 65.0167 | 1 | < 0.1% | |
| 64.4112 | 1 | < 0.1% |
year
Real number (ℝ≥0)
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.351451 |
|---|---|
| Minimum | 1988 |
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 1988 |
|---|---|
| 5-th percentile | 2008 |
| Q1 | 2010 |
| median | 2013 |
| Q3 | 2015 |
| 95-th percentile | 2016 |
| Maximum | 2016 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.604820203 |
|---|---|
| Coefficient of variation (CV) | 0.001294416143 |
| Kurtosis | 3.345513839 |
| Mean | 2012.351451 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.8362498618 |
| Sum | 16364442 |
| Variance | 6.785088289 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 2010 | 1492 | 18.3% | |
| 2015 | 1320 | 16.2% | |
| 2011 | 1283 | 15.8% | |
| 2014 | 1032 | 12.7% | |
| 2016 | 887 | 10.9% | |
| 2013 | 830 | 10.2% | |
| 2012 | 509 | 6.3% | |
| 2009 | 350 | 4.3% | |
| 2008 | 221 | 2.7% | |
| 2007 | 163 | 2.0% | |
| Other values (10) | 45 | 0.6% |
| Value | Count | Frequency (%) | |
| 1988 | 1 | < 0.1% | |
| 1993 | 1 | < 0.1% | |
| 1995 | 1 | < 0.1% | |
| 1996 | 2 | < 0.1% | |
| 1997 | 10 | 0.1% |
| Value | Count | Frequency (%) | |
| 2016 | 887 | 10.9% | |
| 2015 | 1320 | 16.2% | |
| 2014 | 1032 | 12.7% | |
| 2013 | 830 | 10.2% | |
| 2012 | 509 | 6.3% |
month
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.538366945 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 63.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.359584382 |
|---|---|
| Coefficient of variation (CV) | 0.5138262215 |
| Kurtosis | -1.083906236 |
| Mean | 6.538366945 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.04238731914 |
| Sum | 53170 |
| Variance | 11.28680722 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 7 | 998 | 12.3% | |
| 8 | 851 | 10.5% | |
| 3 | 746 | 9.2% | |
| 12 | 728 | 9.0% | |
| 6 | 705 | 8.7% | |
| 1 | 694 | 8.5% | |
| 9 | 650 | 8.0% | |
| 10 | 622 | 7.6% | |
| 4 | 569 | 7.0% | |
| 2 | 543 | 6.7% | |
| Other values (2) | 1026 | 12.6% |
| Value | Count | Frequency (%) | |
| 1 | 694 | 8.5% | |
| 2 | 543 | 6.7% | |
| 3 | 746 | 9.2% | |
| 4 | 569 | 7.0% | |
| 5 | 540 | 6.6% |
| Value | Count | Frequency (%) | |
| 12 | 728 | 9.0% | |
| 11 | 486 | 6.0% | |
| 10 | 622 | 7.6% | |
| 9 | 650 | 8.0% | |
| 8 | 851 | 10.5% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.320585342 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 167 |
| Zeros (%) | 2.1% |
| Memory size | 31.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.417828137 |
|---|---|
| Coefficient of variation (CV) | 0.2664797285 |
| Kurtosis | 6.790687998 |
| Mean | 5.320585342 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2185217813 |
| Sum | 43267 |
| Variance | 2.010236627 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 5 | 5616 | 69.1% | |
| 6 | 1588 | 19.5% | |
| 9 | 456 | 5.6% | |
| 0 | 167 | 2.1% | |
| 2 | 155 | 1.9% | |
| 7 | 65 | 0.8% | |
| 12 | 36 | 0.4% | |
| 8 | 24 | 0.3% | |
| 10 | 7 | 0.1% | |
| 11 | 6 | 0.1% | |
| Other values (3) | 12 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 167 | 2.1% | |
| 1 | 5 | 0.1% | |
| 2 | 155 | 1.9% | |
| 3 | 3 | < 0.1% | |
| 4 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12 | 36 | 0.4% | |
| 11 | 6 | 0.1% | |
| 10 | 7 | 0.1% | |
| 9 | 456 | 5.6% | |
| 8 | 24 | 0.3% |
landslide_trigger_code
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.950073783 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 50 |
| Zeros (%) | 0.6% |
| Memory size | 31.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.914941615 |
|---|---|
| Coefficient of variation (CV) | 0.7071783364 |
| Kurtosis | -1.651551014 |
| Mean | 6.950073783 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3629842854 |
| Sum | 56518 |
| Variance | 24.15665108 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) | |
| 3 | 3880 | 47.7% | |
| 14 | 1486 | 18.3% | |
| 11 | 1327 | 16.3% | |
| 1 | 516 | 6.3% | |
| 13 | 451 | 5.5% | |
| 8 | 107 | 1.3% | |
| 4 | 74 | 0.9% | |
| 7 | 67 | 0.8% | |
| 12 | 64 | 0.8% | |
| 0 | 50 | 0.6% | |
| Other values (6) | 110 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 50 | 0.6% | |
| 1 | 516 | 6.3% | |
| 2 | 8 | 0.1% | |
| 3 | 3880 | 47.7% | |
| 4 | 74 | 0.9% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 14 | 1486 | 18.3% | |
| 13 | 451 | 5.5% | |
| 12 | 64 | 0.8% | |
| 11 | 1327 | 16.3% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.374692573 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 530 |
| Zeros (%) | 6.5% |
| Memory size | 31.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7834934439 |
|---|---|
| Coefficient of variation (CV) | 0.5699408431 |
| Kurtosis | 0.6444321841 |
| Mean | 1.374692573 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8953620938 |
| Sum | 11179 |
| Variance | 0.6138619766 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 1 | 4969 | 61.1% | |
| 2 | 1758 | 21.6% | |
| 3 | 806 | 9.9% | |
| 0 | 530 | 6.5% | |
| 4 | 69 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 530 | 6.5% | |
| 1 | 4969 | 61.1% | |
| 2 | 1758 | 21.6% | |
| 3 | 806 | 9.9% | |
| 4 | 69 | 0.8% |
| Value | Count | Frequency (%) | |
| 4 | 69 | 0.8% | |
| 3 | 806 | 9.9% | |
| 2 | 1758 | 21.6% | |
| 1 | 4969 | 61.1% | |
| 0 | 530 | 6.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | landslide_category | landslide_trigger | landslide_size | fatality_count | admin_division_population | gazeteer_distance | longitude | latitude | year | month | landslide_category_code | landslide_trigger_code | landslide_size_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | landslide | rain | large | 11.0 | 0.0 | 41.02145 | 107.4500 | 32.5625 | 2008 | 8 | 5 | 11 | 0 |
| 1 | 1 | mudslide | downpour | small | 0.0 | 36619.0 | 0.60342 | -122.6630 | 45.4200 | 2009 | 1 | 6 | 3 | 2 |
| 2 | 2 | landslide | downpour | large | 10.0 | 14708.0 | 0.85548 | -75.3587 | -11.1295 | 2007 | 1 | 5 | 3 | 0 |
| 3 | 3 | landslide | monsoon | medium | 1.0 | 20908.0 | 0.75395 | 81.7080 | 28.8378 | 2009 | 7 | 5 | 8 | 1 |
| 4 | 4 | landslide | tropical_cyclone | medium | 0.0 | 798634.0 | 2.02204 | 123.8978 | 10.3336 | 2010 | 10 | 5 | 13 | 1 |
| 5 | 5 | landslide | downpour | medium | 0.0 | 2404.0 | 2.28967 | 124.9668 | 10.7004 | 2012 | 2 | 5 | 3 | 1 |
| 6 | 6 | mudslide | downpour | small | 0.0 | 2126.0 | 19.97241 | -117.2665 | 48.2797 | 2012 | 3 | 6 | 3 | 2 |
| 7 | 7 | complex | tropical_cyclone | medium | 3.0 | 3191.0 | 10.88351 | -107.6220 | 24.9531 | 2007 | 9 | 0 | 13 | 1 |
| 8 | 9 | complex | downpour | medium | 2.0 | 0.0 | 55.18512 | 100.0845 | 23.8900 | 2008 | 11 | 0 | 3 | 1 |
| 9 | 10 | complex | downpour | medium | 4.0 | 1023674.0 | 6.82298 | 102.6950 | 25.0967 | 2008 | 11 | 0 | 3 | 1 |
Last rows
| df_index | landslide_category | landslide_trigger | landslide_size | fatality_count | admin_division_population | gazeteer_distance | longitude | latitude | year | month | landslide_category_code | landslide_trigger_code | landslide_size_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8122 | 9862 | rock_fall | construction | medium | 0.0 | 4038.0 | 39.42196 | -116.4362 | 51.4197 | 2016 | 10 | 9 | 0 | 1 |
| 8123 | 9864 | landslide | downpour | medium | 0.0 | 1453975.0 | 2.11669 | 101.7036 | 3.1497 | 2015 | 11 | 5 | 3 | 1 |
| 8124 | 9865 | landslide | rain | medium | 6.0 | 2000.0 | 3.80164 | 91.7986 | 26.1699 | 2007 | 7 | 5 | 11 | 1 |
| 8125 | 9866 | landslide | downpour | medium | 2.0 | 7630.0 | 20.05530 | 67.3799 | 30.6218 | 2015 | 1 | 5 | 3 | 1 |
| 8126 | 9871 | landslide | downpour | medium | 0.0 | 6408.0 | 3.58504 | 124.7962 | 6.3879 | 2011 | 1 | 5 | 3 | 1 |
| 8127 | 9881 | landslide | downpour | medium | 0.0 | 31089.0 | 1.62917 | 124.7333 | 6.3666 | 2011 | 1 | 5 | 3 | 1 |
| 8128 | 9910 | landslide | downpour | medium | 0.0 | 2689.0 | 1.92779 | 125.4782 | 7.1426 | 2009 | 1 | 5 | 3 | 1 |
| 8129 | 9932 | landslide | tropical_cyclone | medium | 0.0 | 16671.0 | 0.86072 | 125.9667 | 7.6000 | 2014 | 1 | 5 | 13 | 1 |
| 8130 | 9995 | landslide | downpour | small | 0.0 | 4534.0 | 4.80321 | -122.9542 | 38.4738 | 2011 | 2 | 5 | 3 | 2 |
| 8131 | 10012 | landslide | downpour | medium | 0.0 | 4534.0 | 0.21134 | -122.9955 | 38.5037 | 2011 | 3 | 5 | 3 | 1 |